[FRIAM] Rugged fitness landscapes
Jochen Fromm
fromm at vs.uni-kassel.de
Tue Sep 26 06:58:32 EDT 2006
Yes, his work contains interesting ideas. I especially
like the appealing idea of correlating interdependencies
in the genotype with the ruggedness of fitness landscapes,
although it is probably to simple. Are interdependencies
between modules in the genotypes a reason why small changes
in the genotype could have large effects on reproduction
rates ? It seems plausible, but hard to prove.
The fitness function depends in general on the
success of the phenotype (reproduction rates), and the
relationship between genotype and phenotype is very
complex and non-linear. The fitness of a phenotype
is easy to determine, but hard to calculate from the
genotype. This is similar to NP-complete problems:
the quality of a solution is easy to verify, but the
solution itself is hard to calculate. Therefore it is
probably hard to say how rugged the fitness landscape is
dependent on changes in the genotype, because the fitness
is an unpredictable emergent property of the whole system,
including the environment.
One recent concept in this area seems to be "Epistasis"
http://en.wikipedia.org/wiki/Epistasis
Epistasis and Shapes of Fitness Landscapes
http://arxiv.org/abs/q-bio.PE/0603034
-J.
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